{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "32d2835d-68a6-4012-9b19-f76b3168f255",
   "metadata": {},
   "source": [
    "# 五、多图布局"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22485976-69d3-4664-bb82-e9cba383a0af",
   "metadata": {},
   "source": [
    "在使用 Matplotlib 进行数据可视化时，多图布局（即在同一窗口中显示多个子图）是一个非常常见的需求。Matplotlib 提供了几种不同的方式来实现多图布局，每种方法都有其适用场景和特点。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0ec5175-3e86-4ec0-a5d5-06aade32d5bb",
   "metadata": {},
   "source": [
    "- plt.subplot() 适用于简单的多图布局，特别是当子图数量不多且布局规则时。\n",
    "- plt.subplots() 提供了更多的灵活性，特别适合需要对多个子图进行统一配置的情况。\n",
    "- GridSpec 适用于复杂布局，可以精确控制每个子图的位置和大小，非常适合于非标准布局的需求。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1098bd71-1816-4210-a121-2db36013f710",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f489605c-e926-40f3-892d-1e3509684310",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-np.pi, np.pi, num=50)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "456b14d8-755c-44dc-bd29-ce40f09d3958",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 900x600 with 0 Axes>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 900x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画布大小\n",
    "plt.figure(figsize=(9, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e17b121c-01b3-40e9-af8e-c93f69d4ae7f",
   "metadata": {},
   "source": [
    "## （1）`plt.subplot()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "420d4366-ab45-41be-aca2-bd7689e1c157",
   "metadata": {},
   "source": [
    "plt.subplot() 是最简单也是最直接的方法之一，用于在一个绘图窗口中创建多个子图。它的调用形式通常是 plt.subplot(nrows, ncols, index)，其中 nrows 和 ncols 分别表示子图网格的行数和列数，index 表示当前激活的子图编号（从1开始计数）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9a392166-79fc-4867-9d98-9433559654c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(221)   # 两行两列第一个子视图\n",
    "\n",
    "ax.plot(x, y, c='r')\n",
    "\n",
    "ax.set_facecolor('green')  # 调用子图设置方法设置子图整体属性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f7224c36-da0e-4f58-b82e-55a228c47d0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(2, 2, 2)   # 两行两列第二个子视图\n",
    "\n",
    "line, = ax.plot(x, -y)  # plot方法会返回绘制对象\n",
    "\n",
    "line.set_marker('*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7d714a28-d084-4014-a5d9-70bba71a7707",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x1dcf8eca920>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ae115d25-f575-44e7-872c-f48a5ad7a59f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(2, 2, 2)   # 两行两列第二个子视图\n",
    "\n",
    "line, = ax.plot(x, -y)  # plot方法会返回绘制对象\n",
    "\n",
    "line.set_marker('*')\n",
    "line.set_markerfacecolor('red')\n",
    "line.set_markeredgecolor('green')\n",
    "line.set_markersize(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4bff3295-4e1d-495d-bfb9-47b330c78460",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot(2, 1, 2)  # 两行一列第二行视图\n",
    "\n",
    "plt.sca(ax)  # 设置当前视图\n",
    "\n",
    "x = np.linspace(-np.pi, np.pi, num=200)\n",
    "\n",
    "plt.plot(x, np.sin(x*x), color='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43799fc2-fc09-4330-aa90-cc18b1a1ca91",
   "metadata": {},
   "source": [
    "## （2）嵌套显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "75895c2b-a196-4fa2-a531-0294944d8bce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-np.pi, np.pi, num=25)\n",
    "y = np.sin(x)\n",
    "fig = plt.figure(figsize=(9, 6))\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "\n",
    "# 嵌套方式一：axes轴域（横纵坐标范围），子图\n",
    "ax1 = plt.axes([0.2, 0.55, 0.3, 0.3])  # 参数的含义[left, bottom, width, height]\n",
    "ax1.plot(x, y, color='g')\n",
    "\n",
    "# 嵌套方式二：add_axes\n",
    "ax2 = fig.add_axes([0.55, 0.2, 0.3, 0.3])\n",
    "ax2.plot(x, y, c='r')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d093d8d9-c1b0-466a-8a07-fc344c56b5a9",
   "metadata": {},
   "source": [
    "## （3）多图布局分格显示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04b8f119-c7b2-41e4-ac04-0df73eba8cb7",
   "metadata": {},
   "source": [
    "### 均匀布局：`plt.subplots()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8be9e5d-7943-4273-b5dc-72358e8f6e43",
   "metadata": {},
   "source": [
    "plt.subplots() 是一个更高级的接口，它可以一次性创建整个网格的子图，并返回一个包含所有子图的数组。这种方式更加灵活，适合需要对多个子图进行统一操作的情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6b53a7e7-5d5e-4e23-bcb3-55eed02c8143",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(0, 2*np.pi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f5fa7ecc-b49b-4b54-9b66-1daf03a29717",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置一个3x3的布局\n",
    "fig, axs = plt.subplots(3, 3, figsize=(10, 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "16077d31-b787-4ccc-9207-ff9cb24da442",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x600 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置一个3x3的布局\n",
    "fig, axs = plt.subplots(3, 3)\n",
    "\n",
    "# 如果事先没有设置，或者后续想更改 figsize可以用下面方式来修改\n",
    "fig.set_figwidth(9)\n",
    "fig.set_figheight(6)\n",
    "\n",
    "# 绘制每一个ax子图\n",
    "axs[0, 0].plot(x,np.sin(x))\n",
    "axs[0, 0].set_title('sin(x)')\n",
    "\n",
    "\n",
    "axs[0, 1].plot(x,np.cos(x))\n",
    "axs[0, 2].plot(x,np.tanh(x))\n",
    "axs[1, 0].plot(x,np.tan(x))\n",
    "axs[1, 1].plot(x,np.cosh(x))\n",
    "axs[1, 2].plot(x,np.sinh(x))\n",
    "axs[2, 0].plot(x,np.sin(x) + np.cos(x))\n",
    "axs[2, 1].plot(x,np.sin(x*x) + np.cos(x*x))\n",
    "axs[2, 2].plot(x,np.sin(x)*np.cos(x))\n",
    "\n",
    "# 紧凑输出\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be2ed769-bf09-46d1-a13e-b976c75da79b",
   "metadata": {},
   "source": [
    "### 不均匀布局：`plt.subplot()`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d93546cc-eea5-414c-8d99-83a365b95b2a",
   "metadata": {},
   "source": [
    "关键是使用subplot(row, column, span)这第三个参数不再是一个数值，而是一个span元组，告诉plt从哪里画到哪里。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b0a8846f-e776-4613-beb4-6aadac48c4d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x900 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 生成从0到2π的200个等间距点\n",
    "x = np.linspace(0, 2*np.pi, 200)\n",
    "\n",
    "# 创建一个大小为12x9英寸的图形对象\n",
    "fig = plt.figure(figsize=(12, 9))\n",
    "\n",
    "# 使用切片方式设置子视图\n",
    "ax1 = plt.subplot(3, 1, 1) # 在3行1列的网格中创建第一个子视图\n",
    "ax1.plot(x, np.sin(10*x)) # 绘制正弦曲线\n",
    "\n",
    "# 设置ax1的标题，xlim、ylim、xlabel、ylabel等所有属性现在只能通过set_属性名的方法设置\n",
    "ax1.set_title('ax1_title') # 设置小图的标题\n",
    "\n",
    "# 在3行3列的网格中创建第二个子视图，占据第4和第5列\n",
    "ax2 = plt.subplot(3, 3, (4, 5))\n",
    "ax2.set_facecolor('green') # 设置子视图的背景颜色为绿色\n",
    "ax2.plot(x, np.cos(x), color='red') # 绘制余弦曲线，颜色为红色\n",
    "\n",
    "# 在3行3列的网格中创建第三个子视图，占据第6到第9列\n",
    "ax3 = plt.subplot(3, 3, (6, 9))\n",
    "ax3.plot(x, np.sin(x) + np.cos(x)) # 绘制正弦和余弦之和的曲线\n",
    "\n",
    "# 在3行3列的网格中创建第四个子视图，占据第7列\n",
    "ax4 = plt.subplot(3, 3, 7)\n",
    "ax4.plot([1, 3], [2, 4]) # 绘制一条简单的直线\n",
    "\n",
    "# 在3行3列的网格中创建第五个子视图，占据第8列\n",
    "ax5 = plt.subplot(3, 3, 8)\n",
    "ax5.scatter([1, 2, 3], [0, 2, 4]) # 绘制散点图\n",
    "ax5.set_xlabel('ax5_x', fontsize=12) # 设置x轴标签及其字体大小\n",
    "ax5.set_ylabel('ax5_y', fontsize=12) # 设置y轴标签及其字体大小\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2708d4df-9024-49ac-8e3e-bfaa2a6c2a94",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
